Fungal Infections
Dermatitis
Hypersensitivity (Allergic Reactions)
Ringworm (Dermatophytosis)
Demodicosis (Demodectic Mange)
Skin diseases categories, for dogs[green] cat[pink]
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
100
Dataset
Examples
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
Dataset
Examples
66
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
54
Dataset
Examples
Dataset
Examples
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
115
Dataset
Examples
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
Dataset
Examples
69
Healthy
29
Dog's skin diseases (Image Dataset)
https://www.kaggle.com/datasets/youssefmohmmed/dogs-skin-diseases-image-dataset
Dogs Skin disease dataset
https://www.kaggle.com/datasets/yashmotiani/dogs-skin-disease-dataset
97
Dataset
Examples
Bacterial dermatosis
137
Dogs Skin disease dataset
https://www.kaggle.com/datasets/yashmotiani/dogs-skin-disease-dataset
90
Dogs Skin disease dataset
https://www.kaggle.com/datasets/yashmotiani/dogs-skin-disease-dataset
119
cat skin disease
https://www.kaggle.com/datasets/nofalrafif/cat-skin-disease?select=CAT+SKIN+DISEASE
250
cat skin disease
https://www.kaggle.com/datasets/nofalrafif/cat-skin-disease?select=CAT+SKIN+DISEASE
250
Dataset
Examples
Flea Allergy
cat skin disease
https://www.kaggle.com/datasets/nofalrafif/cat-skin-disease?select=CAT+SKIN+DISEASE
250
Dataset
Examples
cat skin disease
https://www.kaggle.com/datasets/nofalrafif/cat-skin-disease?select=CAT+SKIN+DISEASE
250
Scabies
250
0
250
0
250
250
188
115
119
0
0
191
66
0
100
0
97
0
Total
PetFace: A Large-Scale Dataset and Benchmark for Animal Identification
https://dahlian00.github.io/PetFacePage/
Dataset
Animals
13
Healthy
Total
Breed detection
13
Dog identification
http://vision.stanford.edu/aditya86/ImageNetDogs/PetFace: A Large-Scale Dataset and Benchmark for Animal Identification
https://dahlian00.github.io/PetFacePage/
1
Diet Recommendation
https://wsava.org/global-guidelines/global-nutrition-guidelines/
Symptom dataset
Base datasets left right now
Dogs Skin disease dataset
https://www.kaggle.com/datasets/yashmotiani/dogs-skin-disease-dataset
Training dataset creation
A moodboard is a great way to visualize any creative project. Add images to the grid for inspiration!
Problem
Only classification data.
Poor data with less quality images.
Synthetic Prompt generations
Create close to real user prompts in their pet diagnostic.
Output with all possible solutions and detection in a well structured response.
Design and research
Image
+
Potential Prompt
Current Dataset we have
Just a raw image
Label ?
Only classification
one word labels
Steps for synthetic data generation
+
(Prompt for the AI agent to create user specified prompts for real world cases.)
=
Light weight model which can detect and generate high quality prompts.
Gemini 2.0 Flash
+
The Issue with the pet (label from the dataset)
+
Symptoms
Home remedies
Prevention
Emergency Relief
Vet required or not
Data needed to be gathered from more dataset for different diseases and symptoms.
Our final output(assumed) which will be used as a training output for the model
Gemini 2.0 Flash
Light weight model which can matches the disease and its details like symptoms etc and generate high quality prompts with solution.
Original user prompt explaning the image
+
+
=
Final Dataset
+
Contains Image + User Query about their pet in a humanized prompt
Well crafted detected results and suggestions for the issue(disease in this case).
GPT will train on this structured and cleaned dataset for better results.
+
Cloud API
What is wrong with my dog??
Rough working of fine tuned LLM